Update README.md

README.md

@@ -11,28 +11,28 @@ pipeline_tag: text-generation
 </p>
 
 
-## 介绍
+## Introduction
 
-我们开源了多模态大模型的中文数学解题数据集CMM-Math，包含了22k+的训练数据和5k+的测试数据。
-数据收集自小学、初中、高中的真实场景下的习题、试卷等资料，覆盖了13个知识点和12级难度。
+We release the Chinese Multimodal Mathemathical Dataset (CMM-Math), which contains 22k+ training samples and 5k+ evaluation samples. More details can be found in our following paper:
+Liu W, Pan Q, Zhang Y, et al. CMM-Math: A Chinese Multimodal Math Dataset To Evaluate and Enhance the Mathematics Reasoning of Large Multimodal Models[J]. arXiv preprint arXiv:2409.02834, 2024.
 
 
 
 ## Demo
 
-### 数据集中几个多模态题目例子
+### Some examples in our dataset
 
 <p align="center">
     <img src="./demo1.png" width="650"/>
 </p>
 
-### 模型在13个知识点上的比较结果例子
+### The results over different subjects
 
 <p align="center">
     <img src="./demo2.png" width="650"/>
 </p>
 
-### 模型在12个难度等级上的比较结果例子
+### The results over different levels
 
 <p align="center">
     <img src="./demo3.png" width="650"/>